stac-geoparquet¶
The stac-geoparquet specification describes how to store STAC items in a geoparquet. Use stacrs to read and write stac-geoparquet.
import stacrs
items = await stacrs.search(
"https://stac.eoapi.dev",
collections="openaerialmap",
bbox=[-125, 25, -67, 49], # CONUS
sortby="-properties.datetime",
max_items=1000,
)
await stacrs.write("items.parquet", items) # compressed stac-geoparquet
Search¶
In addition to using search on STAC APIs, you can use DuckDB to search stac-geoparquet.
[!NOTE] The
error code: 0output is from duckdb-rs, specifically this issue. Hopefully a fix will be released in the near future.
import contextily
import stacrs
from geopandas import GeoDataFrame
url = "https://github.com/gadomski/2024-09-FOSS4G-NA-stac-rs/raw/refs/heads/main/benches/1000-sentinel-2-items-stac-rs.parquet"
items = await stacrs.search(
url, intersects={"type": "Point", "coordinates": [-105.1019, 40.1672]}
)
print(f"Found {len(items)} items")
data_frame = GeoDataFrame.from_features(items, crs="EPSG:4326")
axis = data_frame.plot(facecolor="none")
contextily.add_basemap(axis, crs=data_frame.crs.to_string())
error code: 0 error code: 0 error code: 0 error code: 0 error code: 0 error code: 0 error code: 0 Found 20 items
To arrow¶
If you installed stacrs with the arrow extra (python -m pip install 'stacrs[arrow]') you can search stac-geoparquet files into an arrow table, which can be loaded directly into (e.g.) GeoPandas.
This will be significantly more efficient than loading Python dictionaries into a data frame.
from stacrs import DuckdbClient
client = DuckdbClient()
items = client.search_to_arrow(
"items.parquet", datetime="2020-01-01T00:00:00Z/.."
) # you can search a parquet file with DuckDB
data_frame = GeoDataFrame.from_arrow(items)
data_frame
error code: 0 error code: 0 error code: 0 error code: 0 error code: 0 error code: 0 error code: 0
| stac_version | stac_extensions | id | file:size | provider | links | assets | collection | datetime | start_datetime | end_datetime | title | platform | bbox | geometry | filename | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 66de01d9cd0baa0001b61fd3 | 5647695 | Efthimios F. | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.us-e... | openaerialmap | NaT | 2024-09-07 22:00:00-06:00 | 2024-09-08 13:33:51.317000-06:00 | Honesdale Pa | uav | {'xmin': -75.257933, 'ymin': 41.566194, 'xmax'... | MULTIPOLYGON (((-75.25793 41.56724, -75.25793 ... | items.parquet |
| 1 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 66d4981611a1ae0001f7b089 | 3337391 | South Holston Drone Operations | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.us-e... | openaerialmap | NaT | 2024-08-31 22:00:00-06:00 | 2024-09-01 10:26:39.555000-06:00 | K Jones 2 | satellite | {'xmin': -82.213313, 'ymin': 36.619578, 'xmax'... | MULTIPOLYGON (((-82.21331 36.62206, -82.21327 ... | items.parquet |
| 2 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 66d497a011a1ae0001f7b088 | 9975450 | South Holston Drone Operations | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.us-e... | openaerialmap | NaT | 2024-08-29 22:00:00-06:00 | 2024-08-29 23:00:00-06:00 | K Jones | uav | {'xmin': -82.212749, 'ymin': 36.620306, 'xmax'... | MULTIPOLYGON (((-82.21275 36.62301, -82.21271 ... | items.parquet |
| 3 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 66db50c5cd0baa0001b61f88 | 23125850 | WebODM | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.us-e... | openaerialmap | NaT | 2024-08-22 13:00:00-06:00 | 2024-08-22 14:00:00-06:00 | County Park | uav | {'xmin': -88.535721, 'ymin': 44.0783, 'xmax': ... | MULTIPOLYGON (((-88.53572 44.08013, -88.53567 ... | items.parquet |
| 4 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 66cf527611a1ae0001f7afbf | 208119745 | FOUR POINTS | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.us-e... | openaerialmap | NaT | 2024-08-15 05:15:47-06:00 | 2024-08-15 06:15:47-06:00 | Fifth Road East - 8/15/2024 | uav | {'xmin': -79.730944, 'ymin': 43.176711, 'xmax'... | MULTIPOLYGON (((-79.73067 43.19008, -79.73094 ... | items.parquet |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 738 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 5e227dbe50259f000541fc42 | 9874294 | WebODM | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.amaz... | openaerialmap | NaT | 2020-01-17 05:31:34-07:00 | 2020-01-17 06:31:34-07:00 | Task of 2020-01-18T02:04:04.280Z | uav | {'xmin': -119.001888, 'ymin': 34.211746, 'xmax... | MULTIPOLYGON (((-119.00189 34.21296, -119.0018... | items.parquet |
| 739 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 5e223b4e50259f000541fc3c | 21102668 | tirogue | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.amaz... | openaerialmap | NaT | 2020-01-17 00:00:00-07:00 | 2020-01-17 15:47:10.155000-07:00 | akiwik,i | satellite | {'xmin': -110.956421, 'ymin': 29.03546, 'xmax'... | MULTIPOLYGON (((-110.95642 29.04026, -110.9564... | items.parquet |
| 740 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 5e22ba7650259f000541fc45 | 67917267 | WebODM | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.amaz... | openaerialmap | NaT | 2020-01-15 06:49:16-07:00 | 2020-01-15 11:49:16-07:00 | Shepard Rollins Trail East 2020-01-15 | uav | {'xmin': -92.312534, 'ymin': 38.938449, 'xmax'... | MULTIPOLYGON (((-92.31249 38.94295, -92.31253 ... | items.parquet |
| 741 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 5e22bc0f50259f000541fc48 | 10911074 | WebODM | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.amaz... | openaerialmap | NaT | 2020-01-15 01:31:05-07:00 | 2020-01-15 02:31:05-07:00 | Shepard Rollins Trail West 2020-01-15 | uav | {'xmin': -92.315732, 'ymin': 38.939029, 'xmax'... | MULTIPOLYGON (((-92.31571 38.94125, -92.31573 ... | items.parquet |
| 742 | 1.1.0 | [https://stac-extensions.github.io/file/v2.1.0... | 5e17fbb676e4f20005c1b85f | 805518 | WebODM | [{'href': 'https://stac.eoapi.dev/collections/... | {'image': {'href': 'https://oin-hotosm.s3.amaz... | openaerialmap | NaT | 2020-01-09 09:34:13-07:00 | 2020-01-09 10:34:13-07:00 | Task of 2020-01-10T02:19:38.304Z | uav | {'xmin': -119.228306, 'ymin': 34.247821, 'xmax... | MULTIPOLYGON (((-119.22831 34.24823, -119.2283... | items.parquet |
743 rows × 16 columns
Because of the way GeoPandas handles underlying arrays and dictionaries, you can't go directly back to a JSON dictionary via to_json.
However, you can go back through stac-geoparquet via to_arrow.
from pystac import ItemCollection
table = data_frame.to_arrow()
item_collection_dict = stacrs.from_arrow(table)
ItemCollection.from_dict(item_collection_dict)
- type "FeatureCollection"
features[] 743 items
0
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66de01d9cd0baa0001b61fd3"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -75.257933
- 1 41.567237
1[] 2 items
- 0 -75.257929
- 1 41.566194
2[] 2 items
- 0 -75.256681
- 1 41.566196
3[] 2 items
- 0 -75.256685
- 1 41.56724
4[] 2 items
- 0 -75.257933
- 1 41.567237
bbox[] 4 items
- 0 -75.257933
- 1 41.566194
- 2 -75.256681
- 3 41.56724
properties
- datetime None
- start_datetime "2024-09-08T04:00:00Z"
- end_datetime "2024-09-08T19:33:51.317Z"
- title "Honesdale Pa"
- file:size 5647695
- provider "Efthimios F."
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66de01d9cd0baa0001b61fd3"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66ddfffbcd0baa0001b61fd1/0/66ddfffbcd0baa0001b61fd2.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66ddfffbcd0baa0001b61fd1/0/66ddfffbcd0baa0001b61fd2.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
1
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66d4981611a1ae0001f7b089"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -82.213313
- 1 36.622065
1[] 2 items
- 0 -82.213274
- 1 36.619578
2[] 2 items
- 0 -82.211032
- 1 36.619601
3[] 2 items
- 0 -82.211071
- 1 36.622088
4[] 2 items
- 0 -82.213313
- 1 36.622065
bbox[] 4 items
- 0 -82.213313
- 1 36.619578
- 2 -82.211032
- 3 36.622088
properties
- datetime None
- start_datetime "2024-09-01T04:00:00Z"
- end_datetime "2024-09-01T16:26:39.555Z"
- title "K Jones 2"
- file:size 3337391
- provider "South Holston Drone Operations"
- platform "satellite"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66d4981611a1ae0001f7b089"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66d4960411a1ae0001f7b086/0/66d4960411a1ae0001f7b087.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66d4960411a1ae0001f7b086/0/66d4960411a1ae0001f7b087.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
2
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66d497a011a1ae0001f7b088"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -82.212749
- 1 36.623006
1[] 2 items
- 0 -82.212707
- 1 36.620306
2[] 2 items
- 0 -82.208548
- 1 36.620348
3[] 2 items
- 0 -82.20859
- 1 36.623048
4[] 2 items
- 0 -82.212749
- 1 36.623006
bbox[] 4 items
- 0 -82.212749
- 1 36.620306
- 2 -82.208548
- 3 36.623048
properties
- datetime None
- start_datetime "2024-08-30T04:00:00Z"
- end_datetime "2024-08-30T05:00:00Z"
- title "K Jones"
- file:size 9975450
- provider "South Holston Drone Operations"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66d497a011a1ae0001f7b088"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66d495bf11a1ae0001f7b084/0/66d495bf11a1ae0001f7b085.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66d495bf11a1ae0001f7b084/0/66d495bf11a1ae0001f7b085.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
3
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66db50c5cd0baa0001b61f88"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -88.535721
- 1 44.080132
1[] 2 items
- 0 -88.535674
- 1 44.0783
2[] 2 items
- 0 -88.532503
- 1 44.078343
3[] 2 items
- 0 -88.53255
- 1 44.080174
4[] 2 items
- 0 -88.535721
- 1 44.080132
bbox[] 4 items
- 0 -88.535721
- 1 44.0783
- 2 -88.532503
- 3 44.080174
properties
- datetime None
- start_datetime "2024-08-22T19:00:00Z"
- end_datetime "2024-08-22T20:00:00Z"
- title "County Park"
- file:size 23125850
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66db50c5cd0baa0001b61f88"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66db4edbcd0baa0001b61f86/0/66db4edbcd0baa0001b61f87.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66db4edbcd0baa0001b61f86/0/66db4edbcd0baa0001b61f87.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
4
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66cf527611a1ae0001f7afbf"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -79.730671
- 1 43.190077
1[] 2 items
- 0 -79.730944
- 1 43.176896
2[] 2 items
- 0 -79.714377
- 1 43.176711
3[] 2 items
- 0 -79.714101
- 1 43.189892
4[] 2 items
- 0 -79.730671
- 1 43.190077
bbox[] 4 items
- 0 -79.730944
- 1 43.176711
- 2 -79.714101
- 3 43.190077
properties
- datetime None
- start_datetime "2024-08-15T11:15:47Z"
- end_datetime "2024-08-15T12:15:47Z"
- title "Fifth Road East - 8/15/2024"
- file:size 208119745
- provider "FOUR POINTS"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66cf527611a1ae0001f7afbf"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66cf4fa811a1ae0001f7afbd/0/66cf4fa811a1ae0001f7afbe.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66cf4fa811a1ae0001f7afbd/0/66cf4fa811a1ae0001f7afbe.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
5
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66bd1e5b98a7740001cf3d01"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -82.155069
- 1 36.491079
1[] 2 items
- 0 -82.155052
- 1 36.489945
2[] 2 items
- 0 -82.153408
- 1 36.489961
3[] 2 items
- 0 -82.153425
- 1 36.491095
4[] 2 items
- 0 -82.155069
- 1 36.491079
bbox[] 4 items
- 0 -82.155069
- 1 36.489945
- 2 -82.153408
- 3 36.491095
properties
- datetime None
- start_datetime "2024-08-14T04:00:00Z"
- end_datetime "2024-08-14T21:01:33.231Z"
- title "Hickory Tree VFD, Bluff City, TN"
- file:size 973221
- provider "South Houston Drones"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/66bd1e5b98a7740001cf3d01"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.us-east-1.amazonaws.com/66bd1c6198a7740001cf3cff/0/66bd1c6198a7740001cf3d00.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/66bd1c6198a7740001cf3cff/0/66bd1c6198a7740001cf3d00.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
6
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "66b936077f12df0001cdd0f5"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
- 0 -110.456653
- 1 40.208421
1[] 2 items
- 0 -110.456682
- 1 40.204777
2[] 2 items
- 0 -110.451936
- 1 40.204755
3[] 2 items
- 0 -110.451906
- 1 40.208399
4[] 2 items
- 0 -110.456653
- 1 40.208421
bbox[] 4 items
- 0 -110.456682
- 1 40.204755
- 2 -110.451906
- 3 40.208421
properties
- datetime None
- start_datetime "2024-08-11T06:00:00Z"
- end_datetime "2024-08-11T21:53:43.506Z"
- title "Duchesne"
- file:size 7400123
- provider "WebODM"
- platform "satellite"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
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alternate
s3
- href "s3://oin-hotosm/5e27e5d28f8b0500057ca6db/0/5e27e5d28f8b0500057ca6dc.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
737
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "5e27c3fe8f8b0500057ca6da"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
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bbox[] 4 items
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properties
- datetime None
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- end_datetime "2020-01-20T15:25:41Z"
- title "Task of 2020-01-21T21:22:29.053Z"
- file:size 4299602
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e27c3fe8f8b0500057ca6da"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e27c3c28f8b0500057ca6d8/0/5e27c3c28f8b0500057ca6d9.tif"
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alternate
s3
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- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
738
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
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geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
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bbox[] 4 items
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properties
- datetime None
- start_datetime "2020-01-17T12:31:34Z"
- end_datetime "2020-01-17T13:31:34Z"
- title "Task of 2020-01-18T02:04:04.280Z"
- file:size 9874294
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e227dbe50259f000541fc42"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e227d6b50259f000541fc40/0/5e227d6b50259f000541fc41.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/5e227d6b50259f000541fc40/0/5e227d6b50259f000541fc41.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
739
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "5e223b4e50259f000541fc3c"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
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1[] 2 items
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2[] 2 items
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3[] 2 items
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4[] 2 items
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bbox[] 4 items
- 0 -110.956421
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properties
- datetime None
- start_datetime "2020-01-17T07:00:00Z"
- end_datetime "2020-01-17T22:47:10.155Z"
- title "akiwik,i"
- file:size 21102668
- provider "tirogue"
- platform "satellite"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e223b4e50259f000541fc3c"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e223b0250259f000541fc3a/0/5e223b0250259f000541fc3b.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/5e223b0250259f000541fc3a/0/5e223b0250259f000541fc3b.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
740
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "5e22ba7650259f000541fc45"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
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1[] 2 items
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4[] 2 items
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bbox[] 4 items
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properties
- datetime None
- start_datetime "2020-01-15T13:49:16Z"
- end_datetime "2020-01-15T18:49:16Z"
- title "Shepard Rollins Trail East 2020-01-15"
- file:size 67917267
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e22ba7650259f000541fc45"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e22b9d550259f000541fc43/0/5e22b9d550259f000541fc44.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/5e22b9d550259f000541fc43/0/5e22b9d550259f000541fc44.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
741
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "5e22bc0f50259f000541fc48"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
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4[] 2 items
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bbox[] 4 items
- 0 -92.315732
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properties
- datetime None
- start_datetime "2020-01-15T08:31:05Z"
- end_datetime "2020-01-15T09:31:05Z"
- title "Shepard Rollins Trail West 2020-01-15"
- file:size 10911074
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e22bc0f50259f000541fc48"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e22bbf350259f000541fc46/0/5e22bbf350259f000541fc47.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/5e22bbf350259f000541fc46/0/5e22bbf350259f000541fc47.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
742
- type "Feature"
- stac_version "1.0.0"
stac_extensions[] 2 items
- 0 "https://stac-extensions.github.io/file/v2.1.0/schema.json"
- 1 "https://stac-extensions.github.io/alternate-assets/v1.2.0/schema.json"
- id "5e17fbb676e4f20005c1b85f"
geometry
- type "MultiPolygon"
coordinates[] 1 items
0[] 1 items
0[] 5 items
0[] 2 items
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bbox[] 4 items
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properties
- datetime None
- start_datetime "2020-01-09T16:34:13Z"
- end_datetime "2020-01-09T17:34:13Z"
- title "Task of 2020-01-10T02:19:38.304Z"
- file:size 805518
- provider "WebODM"
- platform "uav"
- filename "items.parquet"
links[] 4 items
0
- rel "collection"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
1
- rel "parent"
- href "https://stac.eoapi.dev/collections/openaerialmap"
- type "application/json"
2
- rel "root"
- href "https://stac.eoapi.dev/"
- type "application/json"
3
- rel "self"
- href "https://stac.eoapi.dev/collections/openaerialmap/items/5e17fbb676e4f20005c1b85f"
- type "application/geo+json"
assets
image
- href "https://oin-hotosm.s3.amazonaws.com/5e17fb7c76e4f20005c1b85d/0/5e17fb7c76e4f20005c1b85e.tif"
- type "image/tiff; application=geotiff; profile=cloud-optimized"
alternate
s3
- href "s3://oin-hotosm/5e17fb7c76e4f20005c1b85d/0/5e17fb7c76e4f20005c1b85e.tif"
- alternate:name "S3"
roles[] 1 items
- 0 "data"
- collection "openaerialmap"
Search to¶
If you want to save the results of a STAC API search directly to a file, use search_to.
This will generally be more performant than using search then write.
await stacrs.search_to(
"items.parquet",
"https://stac.eoapi.dev",
collections="openaerialmap",
bbox=[-125, 25, -67, 49], # CONUS
sortby="-properties.datetime",
max_items=1000,
)
1000